MiniMax

MiniMax M2.7

Frontier
Apr 2026Veröffentlicht205K TokenKontextApache 2.0Lizenz85 StarkQualität

MiniMax M2.7 (230B parameters) requires approximately 145.6 GB of VRAM with UD-IQ4_XS quantization. As a Mixture of Experts model with 10B active parameters, it uses less memory than its total parameter count suggests. For the best balance of quality and speed, we recommend hardware with at least 168 GB of VRAM.

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Copy-paste commands to run MiniMax M2.7 on your machine.

Run

lms load MiniMax-M2.7 && lms server start

Quick specs

Parameters230B (10B active)
Architecturemoe (MoE)
Context205K tokens
Modalitytext
Min RAM89.7 GB
Rec. RAM140.3 GB (Q4_K_M)
LicenseApache 2.0
FamilyMiniMax
Vision Tool Use Thinking Code Chat

About this model

Self-evolving agent model with 230B total / 10B active MoE architecture. SOTA on SWE-Pro (56.2%) and Terminal Bench 2 (57%). Runs locally on 128GB Mac with Dynamic 4-bit GGUF.

Deine Hardware

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Schnellauswahl

Beste Hardware

Top-Empfehlungen für MiniMax M2.7

Dieses Modell ausführen

Quantisierungsoptionen

VRAM-Schätzungen nach Quantisierungsstufe

No hardware detected — fit column shows raw VRAM estimates

QuantBitsVRAMQualityFit
Q2_K
2
89.7 GB
Low
Q3_K_S
3
112.7 GB
Low
NVFP4
4
128.8 GB
Medium
Q4_K_M
4
140.3 GB
Medium
Q5_K_M
5
165.6 GB
High
Q6_K
6
188.6 GB
High
Q8_0
8
246.1 GB
Very High
F16
16
471.5 GB
Maximum

Hardware-Kompatibilität

Eignungsschätzungen für alle Hardware

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Computing compatibility...

Speicheraufschlüsselung

Reference: RTX 2060 6GB

Weights140.3 GB
KV Cache3.8 GB
Runtime0.9 GB
Headroom0.6 GB

Häufig gestellte Fragen

FAQ — MiniMax M2.7

Siehe auch